OOIR: Observatory of International Research

Papers

(The median citation count of Health Information Science and Systems is 3. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-05-01 to 2025-05-01.)

Article	Citations
ADHD-KG: a knowledge graph of attention deficit hyperactivity disorder	75
Leveraging deep learning for epigenetic protein prediction: a novel approach for early lung cancer diagnosis and drug discovery	50
A novel multi-modal model to assist the diagnosis of autism spectrum disorder using eye-tracking data	43
Nationwide hospital admission data statistics and disease-specific 30-day readmission prediction	43
Microstate feature fusion for distinguishing AD from MCI	41
COV-ECGNET: COVID-19 detection using ECG trace images with deep convolutional neural network	33
ITEXT-BIO: Intelligent Term EXTraction for BIOmedical analysis	32
Efficient management of pulmonary embolism diagnosis using a two-step interconnected machine learning model based on electronic health records data	32
SpecMEn-DL: spectral mask enhancement with deep learning models to predict COVID-19 from lung ultrasound videos	32
Exploring relationship between emotion and probiotics with knowledge graphs	30
Identification of circRNA-miRNA-mRNA networks to explore underlying mechanism in lung cancer	25
Gpmb-yolo: a lightweight model for efficient blood cell detection in medical imaging	24
Image-based second opinion for blood typing	24
A 3D decoupling Alzheimer’s disease prediction network based on structural MRI	23
Spatial-attention ConvMixer architecture for classification and detection of gastrointestinal diseases using the Kvasir dataset	23
Automated robust human emotion classification system using hybrid EEG features with ICBrainDB dataset	22
Detecting autism in children through drawing characteristics using the visual-motor integration test	21
Convolutional neural network framework for EEG-based ADHD diagnosis in children	21
A novel information sharing framework for people living with type-2 diabetes in the context of a group education program	21
Embedding-based link predictions to explore latent comorbidity of chronic diseases	20
Supervised graph contrastive learning for cancer subtype identification through multi-omics data integration	19
Dynamically stabilized recurrent neural network optimized with Artificial Gorilla Troops espoused Alzheimer’s disorder detection using EEG signals	18
Machine-learning-based prediction of cardiovascular events for hyperlipidemia population with lipid variability and remnant cholesterol as biomarkers	18
COVID-19 diagnosis from chest x-rays: developing a simple, fast, and accurate neural network	16
Multi-omics prognostic signatures of IPO11 mRNA expression and clinical outcomes in colorectal cancer using bioinformatics approaches	15

HTC-Net: Hashimoto’s thyroiditis ultrasound image classification model based on residual network reinforced by channel attention mechanism	14
A drug prescription recommendation system based on novel DIAKID ontology and extensive semantic rules	14
Automated lead toxicity prediction using computational modelling framework	13
Mixed pyramid attention network for nuclear cataract classification based on anterior segment OCT images	13
Adaptive filter of frequency bands based coordinate attention network for EEG-based motor imagery classification	13
Comorbidity progression analysis: patient stratification and comorbidity prediction using temporal comorbidity network	13
From molecular mechanisms of prostate cancer to translational applications: based on multi-omics fusion analysis and intelligent medicine	12
Color-invariant skin lesion semantic segmentation based on modified U-Net deep convolutional neural network	12
Meta semi-supervised medical image segmentation with label hierarchy	12
Holistic multi-class classification & grading of diabetic foot ulcerations from plantar thermal images using deep learning	11
A new mixed reality tool for training in minimally invasive robotic-assisted surgery	11
CLAD-Net: cross-layer aggregation attention network for real-time endoscopic instrument detection	11
A framework for in-vivo human brain tumor detection using image augmentation and hybrid features	11
Enhancing cancer subtype classification through convolutional neural networks: a deepinsight analysis of TCGA gene expression data	11
Margin-aware optimized contrastive learning for enhanced self-supervised histopathological image classification	11
A deep reinforcement learning-based wireless body area network offloading optimization strategy for healthcare services	11
Linguistic summarization of visual attention and developmental functioning of young children with autism spectrum disorder	11
Monitoring COVID-19 pandemic through the lens of social media using natural language processing and machine learning	10
A computational model to analyze the impact of birth weight-nutritional status pair on disease development and disease recovery	10
Multimodal learning of clinically accessible tests to aid diagnosis of neurodegenerative disorders: a scoping review	10
Rapid detection and interpretation of heart murmurs using phonocardiograms, transfer learning and explainable artificial intelligence	9
Target area distillation and section attention segmentation network for accurate 3D medical image segmentation	9
Enhancing ASD detection accuracy: a combined approach of machine learning and deep learning models with natural language processing	9
MCA-UNet: multi-scale cross co-attentional U-Net for automatic medical image segmentation	9
Alterations of DNA methylation profile in peripheral blood of children with simple obesity	8
A heterogeneous multi-modal medical data fusion framework supporting hybrid data exploration	7
Improving laryngeal cancer detection using chaotic metaheuristics integration with squeeze-and-excitation resnet model	7
Optimized automated detection of diabetic retinopathy severity: integrating improved multithresholding tunicate swarm algorithm and improved hybrid butterfly optimization	7
Cardiac murmur grading and risk analysis of cardiac diseases based on adaptable heterogeneous-modality multi-task learning	7
Gut microbiome biomarkers in adolescent obesity: a regional study	7
EAPR: explainable and augmented patient representation learning for disease prediction	7
A new segment method for pulmonary artery and vein	6
Spatial and frequency domain-based feature fusion for accurate detection of schizophrenia using AI-driven approaches	6
Classifying sepsis from photoplethysmography	6
CSL-CTEA: a systematic method for evaluating novel intelligent cognitive assessment tools	6
Artificial intelligence-based framework to identify the abnormalities in the COVID-19 disease and other common respiratory diseases from digital stethoscope data using deep CNN	6
Essential proteins discovery based on dominance relationship and neighborhood similarity centrality	6
A transfer learning enabled approach for ocular disease detection and classification	6
Predicting drug–drug interactions based on multi-view and multichannel attention deep learning	6
BTC-fCNN: Fast Convolution Neural Network for Multi-class Brain Tumor Classification	6
Hyperbolic vision language representation learning on chest radiology images	6
Fast prototyping of a local fuzzy search system for decision support and retraining of hospital staff during pandemic	6
LASF: a local adaptive segmentation framework for coronary angiogram segments	5
Interrelated feature selection from health surveys using domain knowledge graph	5
Frailty detection in older adults via fractal analysis of acceleration signals from wrist-worn sensors	5
Viewpoint-invariant exercise repetition counting	5
Explainable depression symptom detection in social media	5
Early detection of paediatric and adolescent obsessive–compulsive, separation anxiety and attention deficit hyperactivity disorder using machine learning algorithms	5
Pre-collapse femoral head necrosis treated by hip abduction: a computational biomechanical analysis	5
Segmentation and severity classification of scar tissues in LGE-CMR images using HDResC-Net with Flamingo gannet search optimization	5

MHA: a multimodal hierarchical attention model for depression detection in social media	4
Design and development of a disease-specific clinical database system to increase the availability of hospital data in China	4
Meta-path guided graph attention network for explainable herb recommendation	4
Task-independent auditory probes reveal changes in mental workload during simulated quadrotor UAV training	4
LDS-CNN: a deep learning framework for drug-target interactions prediction based on large-scale drug screening	4
LCRNet: local cross-channel recalibration network for liver cancer classification based on CT images	4
A lightweight network based on multi-feature pseudo-color mapping for arrhythmia recognition	4
Machine learning models for classification and identification of significant attributes to detect type 2 diabetes	4
Machine learning approach to flare-up detection and clustering in chronic obstructive pulmonary disease (COPD) patients	4
Comprehensive applications of the artificial intelligence technology in new drug research and development	4
Coronary artery segmentation framework based on three types of U-Net and voting ensembles	4
Enhanced prediction of spine surgery outcomes using advanced machine learning techniques and oversampling methods	4
Explainable federated learning scheme for secure healthcare data sharing	4
Identification of phosphorylation site using S-padding strategy based convolutional neural network	3
Knowledge and data-driven prediction of organ failure in critical care patients	3
A review of machine learning-based methods for predicting drug–target interactions	3
A new diagnostic autism spectrum disorder (DASD) strategy using ensemble diagnosis methodology based on blood tests	3
Design and technical validation to generate a synthetic 12-lead electrocardiogram dataset to promote artificial intelligence research	3
Video-based evaluation system for tic action in Tourette syndrome: modeling, detection, and evaluation	3
Features extraction using encoded local binary pattern for detection and grading diabetic retinopathy	3
Self-supervised neural network-based endoscopic monocular 3D reconstruction method	3
DPD (DePression Detection) Net: a deep neural network for multimodal depression detection	3
Deep transfer learning hybrid techniques for precision in breast cancer tumor histopathology classification	3
DRAW+: network-based computational drug repositioning with attention walking and noise filtering	3
Postoperative prognostic nomogram for adult grade II/III astrocytoma in the Chinese Han population	3
Design and evaluation of an exergame system to assist knee disorders patients' rehabilitation based on gesture interaction	3
STSNet: a novel spatio-temporal-spectral network for subject-independent EEG-based emotion recognition	3
Optimised deep k-nearest neighbour’s based diabetic retinopathy diagnosis(ODeep-NN) using retinal images	3
MDU-Net: multi-scale densely connected U-Net for biomedical image segmentation	3
New bag of deep visual words based features to classify chest x-ray images for COVID-19 diagnosis	3
Effectiveness assessment of repetitive transcranial alternating current stimulation with concurrent EEG and fNIRS measurement	3
Analysis of sentiment changes in online messages of depression patients before and during the COVID-19 epidemic based on BERT+BiLSTM	3